GONDAR finds four times more Java vulnerabilities than Jazzer by identifying reachable sinks via CWE scanning and LLM filtering then using collaborative exploration and exploitation agents with a coverage-guided fuzzer.
Atheris: A coverage-guided, native Python fuzzer
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Contextualizing Sink Knowledge for Java Vulnerability Discovery
GONDAR finds four times more Java vulnerabilities than Jazzer by identifying reachable sinks via CWE scanning and LLM filtering then using collaborative exploration and exploitation agents with a coverage-guided fuzzer.